Discussion: Regulatory Alignment and Pedagogical Data Governance in EMI
The secondary processing of learner data within English-medium instruction (EMI) programs underscores a fundamental tension between regulatory compliance under the General Data Protection Regulation (DSGVO) and the diagnostic evaluation of instructional efficacy. Pedagogical inquiry into bilingual higher education frequently examines linguistic development, such as the production of discourse markers across diverse communicative tasks (1300612, 2018). While tracking cognitive, interpersonal, structural, and referential markers offers valuable insight into oral fluency, reusing these fine-grained interactional records for broad institutional analytics risks violating DSGVO mandates regarding purpose limitation and data minimization. Furthermore, as scholarly evaluations of EMI emphasize, adopting English as a vehicular medium entails substantial language demands and complex disciplinary literacy challenges for both educators and students across university departments (11146326, 2024). When higher education institutions aggregate classroom discourse, formative assessment records, and longitudinal proficiency indicators, they must establish robust procedural boundaries to prevent unauthorized repurposing of student outputs. Treating student language production solely as administrative metrics overlooks the pedagogical nuances inherent in multilingual learning environments while potentially exposing individuals to unwarranted surveillance. Consequently, institutional governance mechanisms must operationalize technical safeguards, including pseudonymization and strict role-based access controls, to maintain regulatory compliance. Reconciling pedagogical analytics with DSGVO standards ultimately ensures that the empirical investigation of language acquisition supports instructional quality without compromising fundamental privacy rights. Through this structured governance approach, academic institutions can sustain ethical research and learning practices while addressing the specialized linguistic demands of English-medium curricula.